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Single Cluster Clustering

Authors: Boris Mirkin;

Single Cluster Clustering

Abstract

Various approaches to comparing subsets are discussed. Two approaches to direct single cluster clustering are described: seriation and moving center separation, which are reinterpreted as locally optimal algorithms for particular (mainly approximational) criteria. A moving center algorithm is based on a novel concept of reference point: the cluster size depends on its distance from the reference point. Five single cluster structures are considered in detail: Principal cluster as related to both seriation and moving center; Ideal fuzzy type cluster as modeling “ideal type” concept; Additive cluster as related to the average link seriation; Star cluster as a kind of cluster in a “non-geometrical” environment; Box cluster as a pair of interconnected subsets. Approximation framework is shown quite convenient in both extending the algorithms to multi cluster clustering (overlapping permitted) and interpreting.

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Average
Average
Average
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